AI enhanced model predictive control for optimizing LPG recovery through integrated computational modeling design of experiments and multivariate regression
Sign Up to like & getrecommendations! Published in 2025 at "Scientific Reports"
DOI: 10.1038/s41598-025-13899-z
Abstract: Liquefied Petroleum Gas (LPG) recovery in debutanizer columns presents challenges in balancing operational efficiency and process stability under varying conditions. Conventional control strategies often fail to sustain optimal recovery. This study integrates process modeling and… read more here.
Keywords: model predictive; control; enhanced model; predictive control ... See more keywords
Enhanced Model Poisoning Attack and Multi-Strategy Defense in Federated Learning
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DOI: 10.1109/tifs.2025.3555193
Abstract: As a new paradigm of distributed learning, Federated Learning (FL) has been applied in industrial fields, such as intelligent retail, finance and autonomous driving. However, several schemes that aim to attack robust aggregation rules and… read more here.
Keywords: attack; enhanced model; poisoning attack; model poisoning ... See more keywords
Feedforward–feedback-enhanced model-free adaptive iterative learning control with measurement disturbance and data dropout for an autonomous bus trajectory tracking system
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DOI: 10.1177/00368504241229560
Abstract: This article presents an innovative enhanced model-free adaptive iterative learning control approach suited for autonomous bus trajectory tracking systems that may experience measurement disruptions and random data dropouts. Data loss can occur independently and randomly… read more here.
Keywords: adaptive iterative; model free; control; enhanced model ... See more keywords
Enhanced Model-Free Predictive Current Control for PMSM Based on Ultra-Local Models: An Efficient Approach for Parameter Mismatch Handling
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DOI: 10.3390/en18123049
Abstract: Traditional model predictive current control (MPCC) is heavily dependent on the accuracy of motor parameters and incurs high computational costs. To address these challenges, this paper proposes an enhanced model-free predictive current control (MFPCC) strategy… read more here.
Keywords: predictive current; enhanced model; model free; current control ... See more keywords